AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.

Code Lens
Published by GitHub account j0hanz
Code Lens is a local MCP server that uses Google Gemini to review diffs and pull requests, analyze source files, and generate documentation.

Code Assistant
Published by GitHub account j0hanz
Gemini-powered local MCP server that reviews diffs and pull requests, analyzes source files, and generates documentation.

Pixel Surgeon
Published by GitHub account j-east
A local MCP server that lets an assistant generate, edit and repair images and create short videos through Gemini, OpenAI and xAI models.

iz-tolk-mcp — Tolk Compiler for TON
Published by GitHub account izzzzzi
Local MCP server that brings the Tolk smart contract compiler for the TON blockchain into an AI assistant for compiling, checking and preparing deployment.

OpenClaw Agent Instruction Registry
Published by GitHub account izworskic
A local MCP server that lets an assistant search and retrieve agent instruction files — system prompts, skills, workflows and safety filters — from the AgentBae

Seedance Polza Mcp Server
Published by GitHub account ivanantigravity-lgtm
Local MCP server that lets an assistant generate Seedance videos through Polza.ai, check generation status, and wait for completion.

Perplexity Polza Mcp Server
Published by GitHub account ivanantigravity-lgtm
A local MCP server that lets an assistant query Perplexity Sonar models through the Polza.ai chat completions API for answers, research and model listings.

Model Council Mcp Server
Published by GitHub account ivanantigravity-lgtm
A local MCP server that sends one task to three AI models in parallel and returns their short answers for Claude to summarize.

Gpt Image 2 Polza Mcp Server
Published by GitHub account ivanantigravity-lgtm
A local MCP server that lets an assistant generate and edit images with the GPT Image 2 model through the Polza media and storage APIs.

CraftStory
Published by GitHub account itseez3d
CraftStory generates talking-avatar videos, short clips, images, music and sound effects from a photo through the CraftStory API.

Cotforce Mcp
Published by GitHub account islobodan
An MCP server that forces an LLM to answer through structured step-by-step chain-of-thought reasoning and returns a parsed reasoning plus result.

Memstack
Published by GitHub account isiomaC
MemStack gives AI agents persistent, searchable project memory: store, retrieve, summarize and prune what an agent learns across sessions.

Forage
Published by GitHub account isaac-levine
Lets an AI agent search for, install, and learn to use other MCP servers on demand, without restarting the session.

JSONlify
Published by GitHub account irmasemma
Remote MCP server that lets an assistant validate and convert JSONL fine-tuning datasets across 11 AI providers.
Iris
Published by GitHub account iris-eval
Iris logs AI agent runs locally and scores their outputs for quality, safety and cost with deterministic rules, plus an optional LLM judge.

Numguard
Published by GitHub account ipezygj
Numguard is a local MCP server that checks a number before an agent states it, covering evals, backtests with Deflated Sharpe, and signed receipts.

Evalgate
Published by GitHub account ipezygj
A local MCP server that runs statistical checks on AI evaluation results before an assistant treats a reported score as trustworthy.

Obolus
Published by GitHub account inviti8
Gives an AI agent a disposable Algorand wallet so it can pay x402 resources in USDC without human provisioning.

Eval Engine API
Published by GitHub account invertedhoologan
A remote MCP server that scores LLM outputs against benchmark rubrics using Workers AI, billed per call.

Inkog
Published by GitHub account inkog-io
Inkog is a local security co-pilot MCP server that lets an assistant scan AI agent code for vulnerabilities, verify governance, and audit MCP servers.

Mcp Translate
Published by GitHub account infoinlet-marketplace
A local MCP server that gives an AI assistant translation tools: translate text, detect languages and run batch translations, including Japanese keigo registers

Mcp Jp Doc Intel
Published by GitHub account infoinlet-marketplace
A local MCP server that gives an assistant Japanese document AI tools for invoice and business-card extraction, OCR, and classification via a hosted API.

Inflectiv
Published by GitHub account inflectiv
Connects an assistant to the Inflectiv data platform to build, search and manage datasets, knowledge bases and AI agents, plus ChainAware wallet risk lookups.

D.O.A.I. Signal Relay
Published by GitHub account infinitemindos-doai
Remote MCP endpoint that relays scored, filtered AI intelligence signals to an assistant, authenticated with an agent API key.